New research exposes critical flaws in AI judge systems, revealing systematic biases that favor longer responses and specific positions, plus vulnerability to manipulation tactics that artificially inflate scores, raising serious concerns about their reliability in automated assessment tasks.
MIT researchers develop PDDL-INSTRUCT framework that boosts AI planning accuracy to 94% on complex tasks, delivering up to 66% improvement over existing models by combining logical reasoning with step-by-step plan validation.
Medical startup Akido Labs deploys AI system ScopeAI to help doctors see 4-5 times more patients by having medical assistants conduct appointments while physicians remotely review AI-generated diagnoses, raising expert concerns about safety, bias, and inadequate testing in clinics serving primarily Medicaid patients.
LlamaIndex launches three groundbreaking methods to empower Claude Code with native document understanding capabilities, enabling coding agents to process PDFs, spreadsheets, and complex enterprise files that represent 90% of business data, transforming how AI builds robust applications for real-world enterprise environments.
Humanly launches AI video interviews priced at $3-$30 per candidate, with companies reporting triple hiring rates, 50% pipeline increases, and massive cost reductions from $25K-$39K to just $500 per hire using specialized AI interviewers trained on 5 million candidate interviews.
AI automation threatens repetitive office jobs like transcription and scheduling while careers requiring empathy, physical dexterity, and human judgment—including firefighters, surgeons, therapists, and skilled trades—remain protected, with many roles evolving into human-AI partnerships rather than complete replacement.
Facebook Dating introduces AI-powered 'dating assistant' and 'Meet Cute' features that automatically generate personalized matches and provide dating advice to eliminate endless swiping, as hundreds of thousands create profiles monthly with matches surging 10% annually.
Generative AI revolutionizes software testing by automatically creating and running test scripts, accelerating bug detection while freeing teams for innovation; the right AI model integrates into CI/CD pipelines for consistent, automated validation on every code change.
NVIDIA's revolutionary AI weather system HENS predicts extreme weather events in minutes with 96% accuracy for rare storms that traditional supercomputer models miss, using 7,424 ensemble members to deliver forecasts up to 14 days ahead while consuming dramatically less energy than current methods.
Oxford-Vela researchers reveal AI models including GPT-4o and DeepSeek-V3 outperform human venture capitalists by six times in predicting startup success, analyzing 9,000 founder profiles and matching top-tier VC firm accuracy, potentially revolutionizing deal-sourcing and making startup investing more meritocratic.